在信息爆炸的时代,如何有效地组织和梳理思维成为了一个重要的能力。树状思维提示(Tree of Thought Prompting)是一种结构化的思维工具,它通过构建类似于树枝分叉的思考模式,帮助人们更清晰地理解和探索一个主题。本文将介绍树状思维提示的概念、工作原理、优缺点以及应用场景。 1. 树状思维提示的工作原理 树状思维提示的...
—— Future of prompt engineering:Michael Figueroa 本图由Bing使用DALL· E人工智能创作 Michael Figueroa(Toptal资讯安全服务资深策略总监,生成式 AI网络安全专家)在解释提示工程时,指出提示工程并不是从模型的输出中提取或简化信息,而是试图深入理解“语言模型”如何与特定的“语言提示”相关联。 换句话说,关注的是...
The self-consistency mechanism is employed to provide reliable evaluations by prompting the model multiple times. Chain of thought prompting: In contrast, this concept corresponds to the model's capacity to generate text in a linear, left-to-right fashion, where each subsequent token is directly ...
本文的prompting engineering要求一步一步生成thoughts,每一步还要评估thoughts的价值,并确定前推还是回溯,开销太高,是否能发展出一个更好的prompt,仅用一个general prompt就能知道LM进行ToT搜索呢?或是专门有一个general prompting LM,可以根据上一个thought的输出,来制定这一系列thoughts的prompt设计 此外,本文第三个实...
cff-version: 1.2.0 title: >- Using Tree-of-Thought Prompting to boost ChatGPT's reasoning message: >- If you use this software, please cite it using the metadata from this file. type: software authors: - given-names: Dave family-names: Hulbert orcid: 'https://orcid.org/0000-0003-023...
novel tasks — Game of 24, Creative Writing, and Mini Crosswords. In all cases, ToT significantly boosts the problem-solving performances of GPT-4 over standard prompting baselines. For example, in Game of 24 the success rate increased from 4% with chain-of-thought prompting to 74% with ...
Tree-of-Thought Prompting allows Large Language Models to self-correct errors, whilst gradually building up knowledge. ## Difficult questions for LLMs There's certain types of questions that Large Language Models (LLMs) find difficult to answer. Here's an example: Bob is in the living room...
They are thought to preserve the forms and characteristics of ferns from days long past, and are therefore called “living fossils.” After the emergence of spermatophytes (seed-bearing plants) about 200 million years ago (in the ...
3 illustrates the user interface of FIGS. I and 2 displaying a list of CONSIDERATIONS to be thought about before making a considered choice. [0022] FIG. I, illustrates a user interface display 10 of an object oriented visual modelling tool, such as the METIS tool provided by Computas Ltd,...
Some are modeled after pictures of European churches, but the child who can build a multi-storied nativity is thought very clever. On the wall of the compound behind the nativity is painted a white panel on which are affixed pictures of the Holy Family, crosses, hearts, arrows, stars, and...